{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1 style=\"color:rgb(0,120,170)\">A step-by-step guide to applying RUDDER</h1>\n",
    "\n",
    "--- by Michael Widrich (widi) ---\n",
    "\n",
    "In this tutorial I will show you how RUDDER can be applied step by step and how a reward redistribution model can be implemented using PyTorch.\n",
    "You may use it as a quick-guide to apply RUDDER in your RL setting and to pre-assess if RUDDER might lead to improvements for your task beforehand.\n",
    "This code should be runnable on common CPUs in reasonable time.\n",
    "\n",
    "Links to further RUDDER code, our [blog](https://www.jku.at/index.php?id=16426), and [paper](https://arxiv.org/abs/1806.07857) can be found at our [RUDDER repo](https://github.com/ml-jku/rudder)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2 style=\"color:rgb(0,120,170)\">Overview: How to apply RUDDER:</h2>\n",
    "I suggest the following procedure to check if RUDDER can help with your RL problem and to apply RUDDER:\n",
    "\n",
    "1. Draw a set of samples from your environment.\n",
    "    - A sample is a sequence of observations, actions, and rewards.\n",
    "    - There should be variance in the returns (sum of rewards) of your samples.\n",
    "    - Samples do not need to be from the same policy, you may also include human demonstrations and such.\n",
    "1. Train an LSTM on your samples (or whatever model-class you want to use for reward redistribution).\n",
    "    - This part is a supervised ML task.\n",
    "    - The main task to train on is to predict the return of each sample at the end of the sequence.\n",
    "    - As auxiliary task, we will train the model to predict the final return at every sequence position. This will allow us to use differences of predictions for contribution analysis and in some cases it also helps to push the reward further back in time. Down-weight the contribution of this task in comparison to the main task\n",
    "    - If your environment also includes intermediate rewards that are not at the sequence end, you can use auxiliary tasks as described in our paper to introduce gradients via these intermediate rewards to simplify learning.\n",
    "    - I suggest to try to keep the model as simple as possible, as this made reward redistribution and contribution analysis clearer in my experiments.\n",
    "        1. Start with an LSTM without forget gate and without output gate, \n",
    "        where the cell input only receives forward connections and the gates only receive recurrent connections.\n",
    "        1. Increase the model complexity until the model is able to predict the main task (return at the end of the sequence) good enough.\n",
    "        You can do this by including output gate, forget gate, and fully connected gates, in this order.\n",
    "1. Check if the reward redistribution makes sense.\n",
    "    - Look at the output of the contribution analysis, e.g. the differences of predictions of the LSTM at each sequence position, and check if the reward is redistributed to earlier positions in the sequence.\n",
    "    - Check if the model is over-fitting. If it is, increase the number of samples or reduce the model complexity.\n",
    "    - At this point you can get a feeling for if RUDDER might help in your task or not.\n",
    "1. Set up a lessons buffer to train the reward redistribution model during training of the agent.\n",
    "    - From the previous points you should get a feeling for how large the dataset has to be for the LSTM to learn properly.\n",
    "    - I suggest a lessons buffer that prioritizes samples with higher reward redistribution model loss and that increases the variance of sample returns in the buffer.\n",
    "1. Use the reward redistribution to train an agent, e.g. via with PPO.\n",
    "    - For actor-critic based methods, you can replace the reward signal that the critic would be trained on by the redistributed reward.\n",
    "    - If your environment has intermediate rewards, you might want to mix the original reward signal with the redistributed reward.\n",
    "    \n",
    "The following sections will show an example for points 1-3, which can serve as pre-assessment if RUDDER might help in your task."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2 style=\"color:rgb(0,120,170)\">Importing packages</h2>\n",
    "We'll start by importing the required packages for this guide. I will use my repository <a href=\"https://github.com/widmi/widis-lstm-tools\">widis-lstm-tools v0.4</a> for the simplified LSTM. You can install it via\n",
    "\n",
    "```bash\n",
    "pip install git+https://github.com/widmi/widis-lstm-tools\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import torch\n",
    "import tqdm\n",
    "from torch.utils.data import Dataset\n",
    "from matplotlib import pyplot as plt\n",
    "from widis_lstm_tools.nn import LSTMLayer\n",
    "\n",
    "# Prepare some random generators for later\n",
    "rnd_gen = np.random.RandomState(seed=123)\n",
    "_ = torch.manual_seed(123)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2 style=\"color:rgb(0,120,170)\">Creating an example task with delayed reward</h2>\n",
    "\n",
    "For simplicity, we will create samples for a trivial 1D environment, which we traverse with a random policy. Feel free to replace this environment with samples from your task.\n",
    "\n",
    "In this environment the agent starts at position 0 and can choose between moving right or left at each timestep, which will increase or decrease the agents position by +1 or -1 respectively.\n",
    "Actions that would leave the position range [-6, 6] are ignored, so the number of unique states is restricted to 13. The state only consists of the current position. The agent can take a total of 50 actions per episode, that is each game sequence has a length of 50.\n",
    "\n",
    "Or visually illustrated:\n",
    "\n",
    "<p align=\"center\">\n",
    "  <img src=\"images/example_env.png\">\n",
    "</p>\n",
    "\n",
    "If the agent is in state with position 2 it gains +1 reward. \n",
    "We turn this task into a delayed reward task where we know what the immediate reward would look like. For this we assume that the reward is not shown to the agent immediately but instead the **accumulated reward is shown at the last timestep**.\n",
    "Note that this is not an MDP anymore but for reward redistribution with an LSTM this will not bother us."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Environment(Dataset):\n",
    "    def __init__(self, n_samples: int, max_timestep: int, n_positions: int, rnd_gen: np.random.RandomState):\n",
    "        \"\"\"Our simple 1D environment as PyTorch Dataset\"\"\"\n",
    "        super(Environment, self).__init__()\n",
    "        n_actions = 2\n",
    "        zero_position = int(np.ceil(n_positions / 2.))\n",
    "        coin_position = zero_position + 2\n",
    "        \n",
    "        # Generate random action sequences\n",
    "        actions = np.asarray(rnd_gen.randint(low=0, high=2, size=(n_samples, max_timestep)), dtype=np.int)\n",
    "        actions_onehot = np.identity(n_actions, dtype=np.float32)[actions]\n",
    "        \n",
    "        # Generate observations from action sequences\n",
    "        actions[:] = (actions * 2) - 1\n",
    "        observations = np.full(fill_value=zero_position, shape=(n_samples, max_timestep), dtype=np.int)\n",
    "        for t in range(max_timestep-1):\n",
    "            action = actions[:, t]\n",
    "            observations[:, t+1] = np.clip(observations[:, t] + action, 0, n_positions-1)\n",
    "        observations_onehot = np.identity(n_positions, dtype=np.float32)[observations]\n",
    "        \n",
    "        # Calculate rewards (sum over coin position for all timesteps)\n",
    "        rewards = np.zeros(shape=(n_samples, max_timestep), dtype=np.float32)\n",
    "        rewards[:, -1] = observations_onehot[:, :, coin_position].sum(axis=1)\n",
    "        \n",
    "        self.actions = actions_onehot\n",
    "        self.observations = observations_onehot\n",
    "        self.rewards = rewards\n",
    "        \n",
    "    def __len__(self):\n",
    "        return self.rewards.shape[0]\n",
    "    \n",
    "    def __getitem__(self, idx):\n",
    "        return self.observations[idx], self.actions[idx], self.rewards[idx]\n",
    "\n",
    "\n",
    "n_positions = 13\n",
    "env = Environment(n_samples=1000, max_timestep=50, n_positions=13, rnd_gen=rnd_gen)\n",
    "env_loader = torch.utils.data.DataLoader(env, batch_size=8, num_workers=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at one of the samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x450 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "obs0, a0, r0 = env.__getitem__(3)\n",
    "obs1, a1, r1 = env.__getitem__(25)\n",
    "fig, axes = plt.subplots(3, 2, figsize=(8, 4.5), dpi=100)\n",
    "axes[0, 0].plot(obs0.argmax(-1) - 6)\n",
    "axes[0, 1].plot(obs1.argmax(-1) - 6)\n",
    "axes[0, 0].set_ylim(-6, 6)\n",
    "axes[0, 1].set_ylim(-6, 6)\n",
    "axes[0, 0].axhline(2, linestyle='--', color='r')\n",
    "axes[0, 1].axhline(2, linestyle='--', color='r')\n",
    "axes[0, 0].xaxis.grid(True)\n",
    "axes[0, 1].xaxis.grid(True)\n",
    "axes[0, 0].set_title('observations (sample 1)')\n",
    "axes[0, 1].set_title('observations (sample 2)')\n",
    "axes[0, 0].set_xlabel('time (environment steps)')\n",
    "axes[0, 1].set_xlabel('time (environment steps)')\n",
    "\n",
    "axes[1, 0].plot(a0.argmax(-1))\n",
    "axes[1, 1].plot(a1.argmax(-1))\n",
    "axes[1, 0].xaxis.grid(True)\n",
    "axes[1, 1].xaxis.grid(True)\n",
    "axes[1, 0].set_title('actions (sample 1)')\n",
    "axes[1, 1].set_title('actions (sample 2)')\n",
    "axes[1, 0].set_xlabel('time (environment steps)')\n",
    "axes[1, 1].set_xlabel('time (environment steps)')\n",
    "\n",
    "axes[2, 0].plot(r0)\n",
    "axes[2, 1].plot(r1)\n",
    "axes[2, 0].xaxis.grid(True)\n",
    "axes[2, 1].xaxis.grid(True)\n",
    "axes[2, 0].set_title('original rewards (sample 1)')\n",
    "axes[2, 1].set_title('original rewards (sample 2)')\n",
    "axes[2, 0].set_xlabel('time (environment steps)')\n",
    "axes[2, 1].set_xlabel('time (environment steps)')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "... we can see that we created a delayed reward task. Everytime the agent is at position 2 it receives +1 reward at the end of the sequence.\n",
    "\n",
    "Now let's see what RUDDER can do for us in such a case."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2 style=\"color:rgb(0,120,170)\">Training a reward redistribution model</h2>\n",
    "\n",
    "We will now train an LSTM model to perform reward redistribution on this task."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Defining the model</h3>\n",
    "\n",
    "Our model will consist of one LSTM layer with 16 cells. We will feed concatenated actions and observations timestep by timestep into the network. We could also use separate networks to preprocess actions and observations. In our experiments it helped to have the number of action- and observation features similar before concatenation. In practice it might not always be necessary to also feed the deltas of the observations, like we did in our paper and for the Atari games. In this example I will omit this.\n",
    "\n",
    "We will start with a simplified LSTM model without forget gate and without output gate. Additionally, we will only connect the input gate to the recurrent connections and the cell input to the forward connections. The output function of our LSTM will be linear since we are performing regression to predict the return value.\n",
    "\n",
    "In case our model would not be good enough to predict the return at the end of the sequence, we would have to increase the model complexity until it is good enough. You can do this by including output gate, forget gate, and fully connected gates, in this order."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Net(torch.nn.Module):\n",
    "    def __init__(self, n_positions, n_actions, n_lstm):\n",
    "        super(Net, self).__init__()\n",
    "        \n",
    "        # This will create an LSTM layer where we will feed the concatenate\n",
    "        self.lstm1 = LSTMLayer(\n",
    "            in_features=n_positions+n_actions, out_features=n_lstm, inputformat='NLC',\n",
    "            # cell input: initialize weights to forward inputs with xavier, disable connections to recurrent inputs\n",
    "            w_ci=(torch.nn.init.xavier_normal_, False),\n",
    "            # input gate: disable connections to forward inputs, initialize weights to recurrent inputs with xavier\n",
    "            w_ig=(False, torch.nn.init.xavier_normal_),\n",
    "            # output gate: disable all connection (=no forget gate) and disable bias\n",
    "            w_og=False, b_og=False,\n",
    "            # forget gate: disable all connection (=no forget gate) and disable bias\n",
    "            w_fg=False, b_fg=False,\n",
    "            # LSTM output activation is set to identity function\n",
    "            a_out=lambda x: x\n",
    "        )\n",
    "        \n",
    "        # After the LSTM layer, we add a fully connected output layer\n",
    "        self.fc_out = torch.nn.Linear(n_lstm, 1)\n",
    "    \n",
    "    def forward(self, observations, actions):\n",
    "        # Process input sequence by LSTM\n",
    "        lstm_out, *_ = self.lstm1(torch.cat([observations, actions], dim=-1),\n",
    "                                  return_all_seq_pos=True  # return predictions for all sequence positions\n",
    "                                  )\n",
    "        net_out = self.fc_out(lstm_out)\n",
    "        return net_out\n",
    "\n",
    "\n",
    "# Create Network\n",
    "device = 'cpu'\n",
    "net = Net(n_positions=n_positions, n_actions=2, n_lstm=16)\n",
    "_ = net.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Defining the loss function</h3>\n",
    "\n",
    "As mentioned in the overview, we will train on two tasks:\n",
    "\n",
    "1. The **main task** to train on is to predict the return of each sample at the end of the sequence.\n",
    "2. The **auxiliary task** is to train the model to predict the final return at every sequence position. This will allow us to perform contribution analysis via differences of predictions. In some cases this helps to push the reward further back in time. Predicting the final return at every sequence position will typically be a lot more difficult for the LSTM since it needs to predict the unknown future. However, the LSTM does not need to be perfect at this task since having a correct return decomposition depends only on the prediction at the last timestep (main task). \n",
    "\n",
    "We do not have any intermediate rewards in the sequence, so we will only use these two tasks (main task, auxiliary task). We will downweight the auxiliary task with a factor of 0.5. Given the model output (=predictions) and the sequence of rewards we compute our loss as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lossfunction(predictions, rewards):\n",
    "    returns = rewards.sum(dim=1)\n",
    "    # Main task: predicting return at last timestep\n",
    "    main_loss = torch.mean(predictions[:, -1] - returns) ** 2\n",
    "    # Auxiliary task: predicting final return at every timestep ([..., None] is for correct broadcasting)\n",
    "    aux_loss = torch.mean(predictions[:, :] - returns[..., None]) ** 2\n",
    "    # Combine losses\n",
    "    loss = main_loss + aux_loss * 0.5\n",
    "    return loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Training the model</h3>\n",
    "\n",
    "Now we train our model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loss:   0.2847: 100%|██████████| 10000/10000 [04:31<00:00, 33.99it/s]\n"
     ]
    }
   ],
   "source": [
    "optimizer = torch.optim.Adam(net.parameters(), lr=1e-3, weight_decay=1e-5)\n",
    "\n",
    "update = 0\n",
    "n_updates = 10000\n",
    "running_loss = 100.\n",
    "progressbar = tqdm.tqdm(total=n_updates)\n",
    "while update < n_updates:\n",
    "    for data in env_loader:\n",
    "        # Get samples\n",
    "        observations, actions, rewards = data\n",
    "        observations, actions, rewards = observations.to(device), actions.to(device), rewards.to(device)\n",
    "        \n",
    "        # Reset gradients\n",
    "        optimizer.zero_grad()\n",
    "        \n",
    "        # Get outputs for network\n",
    "        outputs = net(observations=observations, actions=actions)\n",
    "        \n",
    "        # Calculate loss, do backward pass, and update\n",
    "        loss = lossfunction(outputs[..., 0], rewards)\n",
    "        loss.backward()\n",
    "        running_loss = running_loss*0.99 + loss*0.01\n",
    "        optimizer.step()\n",
    "        update += 1\n",
    "        progressbar.set_description(f\"Loss: {running_loss:8.4f}\")\n",
    "        progressbar.update(1)\n",
    "\n",
    "progressbar.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Computing the reward redistribution</h3>\n",
    "\n",
    "We can now compute the reward redistribution as the differences of predictions of our trained model. In the optimal case, the reward would be redistributed to the actions that caused the reward and return. In practice, it will be distributed to what the model uses to predict the return, which might e.g. be prominent states. This is where the auxiliary task will help to move the reward further back.\n",
    "Naturally, the better the LSTM predictions are, the better this reward redistribution will be.\n",
    "\n",
    "Let's compute the reward redistribution using our trained model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load 2 samples\n",
    "obs0, a0, r0 = env.__getitem__(3)\n",
    "obs1, a1, r1 = env.__getitem__(25)\n",
    "\n",
    "# Apply our reward redistribution model to the samples\n",
    "observations = torch.stack([torch.Tensor(obs0).to(device), torch.Tensor(obs1).to(device)], dim=0)\n",
    "actions = torch.stack([torch.Tensor(a0).to(device), torch.Tensor(a1).to(device)], dim=0)\n",
    "rewards = torch.stack([torch.Tensor(r0).to(device), torch.Tensor(r1).to(device)], dim=0)\n",
    "predictions = net(observations=observations.to(device), actions=actions.to(device))[..., 0]\n",
    "\n",
    "# Use the differences of predictions as redistributed reward\n",
    "redistributed_reward = predictions[:, 1:] - predictions[:, :-1]\n",
    "\n",
    "# For the first timestep we will take (0-predictions[:, :1]) as redistributed reward\n",
    "redistributed_reward = torch.cat([predictions[:, :1], redistributed_reward], dim=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also enforce that the new and the original sequence have the same return.\n",
    "We will do this by calculating the prediction error and distributing the correction for the error equally over all sequence position:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate prediction error\n",
    "returns = rewards.sum(dim=1)\n",
    "predicted_returns = redistributed_reward.sum(dim=1)\n",
    "prediction_error = returns - predicted_returns\n",
    "\n",
    "# Distribute correction for prediction error equally over all sequence positions\n",
    "redistributed_reward += prediction_error[:, None] / redistributed_reward.shape[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">Inspecting the reward redistribution</h3>\n",
    "\n",
    "Finally, let's take a look at the reward redistribution for our 2 samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's plot our samples with the redistributed rewards:\n",
    "redistributed_reward = redistributed_reward.cpu().detach().numpy()\n",
    "rr0, rr1 = redistributed_reward[0], redistributed_reward[1]\n",
    "\n",
    "fig, axes = plt.subplots(4, 2, figsize=(8, 6), dpi=100)\n",
    "axes[0, 0].plot(obs0.argmax(-1) - 6)\n",
    "axes[0, 1].plot(obs1.argmax(-1) - 6)\n",
    "axes[0, 0].set_ylim(-6, 6)\n",
    "axes[0, 1].set_ylim(-6, 6)\n",
    "axes[0, 0].axhline(2, linestyle='--', color='r')\n",
    "axes[0, 1].axhline(2, linestyle='--', color='r')\n",
    "axes[0, 0].xaxis.grid(True)\n",
    "axes[0, 1].xaxis.grid(True)\n",
    "axes[0, 0].set_title('observations (sample 1)')\n",
    "axes[0, 1].set_title('observations (sample 2)')\n",
    "axes[0, 0].set_xlabel('time (environment steps)')\n",
    "axes[0, 1].set_xlabel('time (environment steps)')\n",
    "\n",
    "axes[1, 0].plot(a0.argmax(-1))\n",
    "axes[1, 1].plot(a1.argmax(-1))\n",
    "axes[1, 0].xaxis.grid(True)\n",
    "axes[1, 1].xaxis.grid(True)\n",
    "axes[1, 0].set_title('actions (sample 1)')\n",
    "axes[1, 1].set_title('actions (sample 2)')\n",
    "axes[1, 0].set_xlabel('time (environment steps)')\n",
    "axes[1, 1].set_xlabel('time (environment steps)')\n",
    "\n",
    "axes[2, 0].plot(r0)\n",
    "axes[2, 1].plot(r1)\n",
    "axes[2, 0].xaxis.grid(True)\n",
    "axes[2, 1].xaxis.grid(True)\n",
    "axes[2, 0].set_title('original rewards (sample 1)')\n",
    "axes[2, 1].set_title('original rewards (sample 2)')\n",
    "axes[2, 0].set_xlabel('time (environment steps)')\n",
    "axes[2, 1].set_xlabel('time (environment steps)')\n",
    "\n",
    "axes[3, 0].plot(rr0)\n",
    "axes[3, 1].plot(rr1)\n",
    "axes[3, 0].xaxis.grid(True)\n",
    "axes[3, 1].xaxis.grid(True)\n",
    "axes[3, 0].set_title('redistributed rewards (sample 1)')\n",
    "axes[3, 1].set_title('redistributed rewards (sample 2)')\n",
    "axes[3, 0].set_xlabel('time (environment steps)')\n",
    "axes[3, 1].set_xlabel('time (environment steps)')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the reward that was originally only given at the end is moved to actions that bring the agent closer to position 2.\n",
    "\n",
    "That means that **we do not recover the environment** where the agent receives +1 reward for being at position 2 **but instead get an environment with rewards that have even shorter delay**, since the actions towards position 2 are immediately rewarded...\n",
    "\n",
    "... and we achieved all of this with a **supervised ML approach**!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">A note on LSTM training</h3>\n",
    "\n",
    "Take a look at the cell states and activations to check if your LSTM is doing something useful or just overfits to e.g. the sequence length or goes into saturation somewhere.\n",
    "\n",
    "The LSTM states after training would look something like this for sample 1 in the previous plots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Plotting LSTM states..."
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/michael/.local/lib/python3.6/site-packages/widis_lstm_tools/nn.py:852: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  fig.show()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " done! (0.3335421sec)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plost LSTM states for first sample of last processed minibatch\n",
    "net.lstm1.plot_internals(filename=None, show_plot=True, mb_index=0, fdict=dict(figsize=(8, 8), dpi=100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3 style=\"color:rgb(0,120,170)\">A note on contribution analysis</h3>\n",
    "\n",
    "We found **differences of predictions** to be a well suited method for contribution analysis in our experiments. Mainly due to three nice properties:\n",
    "\n",
    "1. The **reward redistribution model already performs some averaging over the future** (since it has to predict the final return early in the sequence). This makes learning for the underlying RL agent/method easier. However, this is also the downside of this approach, since the reward redistribution model now not only has to learn to predict the return at the last sequence position. Other contribution analysis methods, such as integrated gradients or layer-wise relevance propagation, do not require the reward redistribution model to learn this prediction at every sequence position, since they can perform contribution analysis based on the prediction at the last sequence position. However, this also means that the agent might receive reward for events that happen in the future, if the contribution analysis comes from the end of the completed episode sequence.\n",
    "2. The reward redistribution model trained on predicting the return at the last sequence position will use information from arbitrary sequence positions to do its prediction. However, we would like to **redistribute the reward as far back to the sequence beginning as possible** to decrease the delay between action and corresponding reward. That means we want the reward redistribution model to **detect information that is useful for the prediction of the return as early in the sequence as possible**. And this is exactly what this auxiliary task does. E.g.: Predicting the outcome of a football game is easy by counting when a team scores a goal. The model is therefore likely to use these prominent events for its prediction. Since we are interested not only in assigning reward to those events but even further back to the actions that caused it (some good play that lead to the goal), we have to push the model to do its prediction as early as possible.\n",
    "3. Using the differences of the predictions at each sequence position implies that **we can easily perform contribution analysis on incomplete sequences**. Hence, we do not need to need to wait until the episode sequence is completed to perform contribution analysis and train our RL agent/method with the redistributed reward. In practice, **we can keep training the reward redistribution model on the completed episodes in the lessons buffer** in the background while we use the same reward redistribution model to perform **online reward redistribution on new sequences** that are sampled from the environment. This allows for **training an agent with redistributed reward in an online fashion**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2 style=\"color:rgb(0,120,170)\">What is left to do?</h2>\n",
    "\n",
    "At this point you might already be able to assess whether RUDDER helps in your task. You then have to set up a lessons buffer to train your reward redistribution model as the policy changes and feed your RL agent/method with the redistributed reward, as described in points 4 and 5 in the overview.\n",
    "\n",
    "For more details please see our [blog](https://www.jku.at/index.php?id=16426), [paper](https://arxiv.org/abs/1806.07857), and our [RUDDER repo](https://github.com/ml-jku/rudder).\n",
    "\n",
    "Many thanks to Johannes Brandstetter for proof-reading and testing!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I hope this tutorial was able to help you and wish you the best for your RL endeavors!\n",
    "\n",
    "-- Michael Widrich (widi)"
   ]
  }
 ],
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